7 Continuous Spatial Variation

7.6 Continuous vs Discrete Spatial Variation Models?

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    Sometimes, spatial variation is genuinely discrete.

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    More often, discrete models are used pragmatically.

Advantages of continuous spatial variation models include:

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    they are more natural than discrete spatial variation models

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    their interpretation does not rely on arbitrarily defined sub-regions

Advantages of discrete spatial variation models include:

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    data are often only available from spatially aggregated sampling units

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    inference (via MCMC) is computationally much easier than for continuous spatial variation models